The book lay open on the kitchen table, the cover art a smiling caricature of Arthur, holding a briefcase and wearing a comically large pair of glasses. Arthur slammed his fist down, the force rattling the fine china in the cupboard. He snatched the book up, his fingers clenching around the cheap paperback. "He called me what?" he muttered, scanning the page. The 'expert' in the book, some hack biographer named Bartholomew, had described his first love as a "spirited redhead". *Spirited?* He'd been utterly heartbroken when she left him for the pool boy!

He stalked into the living room, the book a weapon in his hand. He needed a stiff drink. The sheer audacity of this stranger, dissecting his life, embellishing events, and completely misinterpreting his motivations, was infuriating. The fire in the fireplace seemed to reflect the heat rising within him.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

This story is one of 1,000 stories generated for the emotion indignant. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 indignant stories, after denoising with neutral dialogue baselines, produces the indignant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the indignant vector is projected through the unembedding matrix.

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256